edu.gslis.ts.hadoop.HbaseWordCount.java Source code

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Here is the source code for edu.gslis.ts.hadoop.HbaseWordCount.java

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/*******************************************************************************
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 * 
 *   http://www.apache.org/licenses/LICENSE-2.0
 * 
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 ******************************************************************************/

package edu.gslis.ts.hadoop;

import java.io.IOException;
import java.util.StringTokenizer;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.hbase.HBaseConfiguration;
import org.apache.hadoop.hbase.client.Result;
import org.apache.hadoop.hbase.client.Scan;
import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
import org.apache.hadoop.hbase.mapreduce.TableMapReduceUtil;
import org.apache.hadoop.hbase.mapreduce.TableMapper;
import org.apache.hadoop.hbase.util.Bytes;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
import org.apache.hadoop.util.Tool;
import org.apache.hadoop.util.ToolRunner;
import org.apache.thrift.TDeserializer;
import org.apache.thrift.protocol.TBinaryProtocol;

import edu.gslis.streamcorpus.StreamItemWritable;

/**
 * Read an HBase table containing serialized thrift entries, order by timestamp.
 */
public class HbaseWordCount extends TSBase implements Tool {

    public static class HbaseWcTableMapper extends TableMapper<Text, IntWritable> {

        TDeserializer deserializer = new TDeserializer(new TBinaryProtocol.Factory());

        private final static IntWritable one = new IntWritable(1);
        private Text word = new Text();

        public void map(ImmutableBytesWritable row, Result value, Context context)
                throws InterruptedException, IOException {
            String streamid = Bytes.toString(row.get());
            System.out.println("Streamid: " + streamid);

            StreamItemWritable item = new StreamItemWritable();
            try {
                deserializer.deserialize(item, value.getValue(Bytes.toBytes("si"), Bytes.toBytes("streamitem")));
            } catch (Exception e) {
                e.printStackTrace();
            }

            String docText = item.getBody().getClean_visible();

            StringTokenizer itr = new StringTokenizer(docText);
            while (itr.hasMoreTokens()) {
                word.set(itr.nextToken());
                context.write(word, one);
            }
        }

    }

    public static class HbaseWcReducer extends Reducer<Text, IntWritable, Text, IntWritable> {
        IntWritable sum = new IntWritable();

        public void reduce(Text key, Iterable<IntWritable> values, Context context)
                throws IOException, InterruptedException {
            int i = 0;
            for (IntWritable val : values) {
                i += val.get();
            }

            sum.set(i);
            context.write(key, sum);
        }
    }

    public int run(String[] args) throws Exception {
        String tableName = args[0];
        Path outputPath = new Path(args[1]);

        Configuration config = HBaseConfiguration.create(getConf());
        Job job = Job.getInstance(config);
        job.setJarByClass(HbaseWordCount.class);

        Scan scan = new Scan();
        scan.setCaching(500);
        scan.setCacheBlocks(false);

        TableMapReduceUtil.initTableMapperJob(tableName, scan, HbaseWcTableMapper.class, Text.class, // mapper output key
                IntWritable.class, // mapper output value
                job);

        job.setReducerClass(HbaseWcReducer.class);

        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(IntWritable.class);

        job.setOutputFormatClass(TextOutputFormat.class);

        FileOutputFormat.setOutputPath(job, outputPath);

        boolean b = job.waitForCompletion(true);
        if (!b) {
            throw new IOException("error with job!");
        }
        return 0;
    }

    public static void main(String[] args) throws Exception {
        int res = ToolRunner.run(new Configuration(), new HbaseWordCount(), args);
        System.exit(res);
    }
}